{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### ❇️ Pandas 🐼 : Scatter Matrix"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "from pandas.plotting import scatter_matrix"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_csv('penguins.csv').dropna()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "color_codes = {'Adelie': 1, 'Chinstrap': 2, 'Gentoo': 3}\n",
    "df['species'] = df['species'].map(color_codes)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "X = df[['bill_length_mm', 'bill_depth_mm',\n",
    "       'flipper_length_mm', 'body_mass_g']]\n",
    "y = df['species']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x504 with 16 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sm = pd.plotting.scatter_matrix(X, c=y, hist_kwds={'bins':20}, figsize=(7, 7))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### ❇️ Hope you enjoyed reading!! 📖 \n",
    "##### ❇️ follow → @akshay_pachaar  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "env_mld",
   "language": "python",
   "name": "env_mld"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
